The impact of GenAI on Infrastructure has been swift and profound across the industry. In this talk we will outline how Meta built GenAI infrastructure and discuss the challenges and tradeoffs made across hardware, network and software and maintain operations at scale. We will also discuss some lessons learned along the way and opportunities that lie ahead.